In recent years, the medical field has witnessed a surge in utilization of automated computer-aided diagnosis (CAD) systems for enhancing patient care. Among these systems, those leveraging ekg heart monitor electrocardiogram (ECG) signals have shown particularly substantial potential. ECG signals reflect the electrical activity of the heart and ca